Overview
Brought to you by YData
Dataset statistics
| Number of variables | 8 |
|---|---|
| Number of observations | 30116 |
| Missing cells | 161 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.0 MiB |
| Average record size in memory | 104.9 B |
Variable types
| Numeric | 8 |
|---|
Bollinger_Lower is highly overall correlated with Bollinger_Middle and 2 other fields | High correlation |
Bollinger_Middle is highly overall correlated with Bollinger_Lower and 2 other fields | High correlation |
Bollinger_Upper is highly overall correlated with Bollinger_Lower and 2 other fields | High correlation |
MACD is highly overall correlated with MACD_Signal and 1 other fields | High correlation |
MACD_Signal is highly overall correlated with MACD and 1 other fields | High correlation |
RSI is highly overall correlated with MACD and 1 other fields | High correlation |
close is highly overall correlated with Bollinger_Lower and 2 other fields | High correlation |
Reproduction
| Analysis started | 2025-02-16 20:37:39.795456 |
|---|---|
| Analysis finished | 2025-02-16 20:37:52.370597 |
| Duration | 12.58 seconds |
| Software version | ydata-profiling vv4.12.2 |
| Download configuration | config.json |
Variables
close
Real number (ℝ)
High correlation 
| Distinct | 18180 |
|---|---|
| Distinct (%) | 60.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 101.21491 |
| Minimum | 0.69999999 |
|---|---|
| Maximum | 688.37 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 0.69999999 |
|---|---|
| 5-th percentile | 6.5481251 |
| Q1 | 36.86875 |
| median | 68.209999 |
| Q3 | 131.04128 |
| 95-th percentile | 316.2225 |
| Maximum | 688.37 |
| Range | 687.67 |
| Interquartile range (IQR) | 94.172533 |
Descriptive statistics
| Standard deviation | 103.08751 |
|---|---|
| Coefficient of variation (CV) | 1.0185013 |
| Kurtosis | 5.9692034 |
| Mean | 101.21491 |
| Median Absolute Deviation (MAD) | 43.49 |
| Skewness | 2.2056129 |
| Sum | 3048188.1 |
| Variance | 10627.035 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11.11999989 | 12 | < 0.1% |
| 2.279999971 | 12 | < 0.1% |
| 11.15999985 | 11 | < 0.1% |
| 46.40000153 | 11 | < 0.1% |
| 11.43000031 | 10 | < 0.1% |
| 46.5 | 10 | < 0.1% |
| 11.36999989 | 10 | < 0.1% |
| 11.31999969 | 10 | < 0.1% |
| 11.75 | 9 | < 0.1% |
| 10.89000034 | 9 | < 0.1% |
| Other values (18170) | 30012 |
| Value | Count | Frequency (%) |
| 0.6999999881 | 1 | |
| 0.7124999762 | 1 | |
| 0.7724999785 | 1 | |
| 0.8025000095 | 1 | |
| 0.8125 | 1 | |
| 0.8174999952 | 1 | |
| 0.8299999833 | 2 | |
| 0.8450000286 | 1 | |
| 0.8475000262 | 1 | |
| 0.8525000215 | 1 |
| Value | Count | Frequency (%) |
| 688.3699951 | 1 | |
| 687.4899902 | 1 | |
| 674.0800171 | 1 | |
| 673.5700073 | 1 | |
| 671.8800049 | 1 | |
| 671.0300293 | 1 | |
| 670.960022 | 1 | |
| 670.6699829 | 1 | |
| 669.8499756 | 1 | |
| 668.3200073 | 1 |
RSI
Real number (ℝ)
High correlation 
| Distinct | 29900 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 13 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.758341 |
| Minimum | 5.9879555 |
|---|---|
| Maximum | 98.452877 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 5.9879555 |
|---|---|
| 5-th percentile | 29.714395 |
| Q1 | 42.850914 |
| median | 52.136534 |
| Q3 | 61.004979 |
| 95-th percentile | 72.475108 |
| Maximum | 98.452877 |
| Range | 92.464921 |
| Interquartile range (IQR) | 18.154066 |
Descriptive statistics
| Standard deviation | 13.146475 |
|---|---|
| Coefficient of variation (CV) | 0.25399723 |
| Kurtosis | 0.009504711 |
| Mean | 51.758341 |
| Median Absolute Deviation (MAD) | 9.0608667 |
| Skewness | -0.16111812 |
| Sum | 1558081.3 |
| Variance | 172.82981 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 49.27757469 | 3 | < 0.1% |
| 43.8400307 | 3 | < 0.1% |
| 39.65633309 | 3 | < 0.1% |
| 68.08326364 | 2 | < 0.1% |
| 63.31462921 | 2 | < 0.1% |
| 52.33340701 | 2 | < 0.1% |
| 41.73972757 | 2 | < 0.1% |
| 37.37605093 | 2 | < 0.1% |
| 65.03015887 | 2 | < 0.1% |
| 26.28597423 | 2 | < 0.1% |
| Other values (29890) | 30080 | |
| (Missing) | 13 | < 0.1% |
| Value | Count | Frequency (%) |
| 5.987955507 | 1 | |
| 5.991088503 | 1 | |
| 5.99148493 | 1 | |
| 5.994874838 | 1 | |
| 6.02486913 | 1 | |
| 6.025151316 | 1 | |
| 6.029478212 | 1 | |
| 6.058037239 | 1 | |
| 6.087921314 | 1 | |
| 6.088633077 | 1 |
| Value | Count | Frequency (%) |
| 98.45287679 | 1 | |
| 98.33483621 | 1 | |
| 98.00772562 | 1 | |
| 97.3880566 | 1 | |
| 96.60290595 | 1 | |
| 96.57510053 | 1 | |
| 96.34524104 | 1 | |
| 95.84201492 | 1 | |
| 95.38728681 | 1 | |
| 95.21924336 | 1 |
MACD
Real number (ℝ)
High correlation 
| Distinct | 30091 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 25 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.010532426 |
| Minimum | -162.66332 |
|---|---|
| Maximum | 112.05284 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 13073 |
| Negative (%) | 43.4% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | -162.66332 |
|---|---|
| 5-th percentile | -5.5257823 |
| Q1 | -0.61168744 |
| median | 0.13584285 |
| Q3 | 1.0090487 |
| 95-th percentile | 4.9864798 |
| Maximum | 112.05284 |
| Range | 274.71616 |
| Interquartile range (IQR) | 1.6207361 |
Descriptive statistics
| Standard deviation | 6.8416609 |
|---|---|
| Coefficient of variation (CV) | 649.58073 |
| Kurtosis | 166.60231 |
| Mean | 0.010532426 |
| Median Absolute Deviation (MAD) | 0.81652723 |
| Skewness | -3.7927617 |
| Sum | 316.93123 |
| Variance | 46.808324 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -3.794631956 | 1 | < 0.1% |
| 0.9832972665 | 1 | < 0.1% |
| 0.2123356814 | 1 | < 0.1% |
| -0.656671483 | 1 | < 0.1% |
| -1.359197978 | 1 | < 0.1% |
| -1.365561331 | 1 | < 0.1% |
| -1.75396606 | 1 | < 0.1% |
| -2.14579984 | 1 | < 0.1% |
| -2.524092086 | 1 | < 0.1% |
| -2.75843487 | 1 | < 0.1% |
| Other values (30081) | 30081 | |
| (Missing) | 25 | 0.1% |
| Value | Count | Frequency (%) |
| -162.6633242 | 1 | |
| -162.4039144 | 1 | |
| -161.0160433 | 1 | |
| -159.6983563 | 1 | |
| -157.8689595 | 1 | |
| -153.9079405 | 1 | |
| -153.6265552 | 1 | |
| -148.5432294 | 1 | |
| -144.2806397 | 1 | |
| -142.8901025 | 1 |
| Value | Count | Frequency (%) |
| 112.0528362 | 1 | |
| 111.9734616 | 1 | |
| 111.8780409 | 1 | |
| 111.6397333 | 1 | |
| 111.0336205 | 1 | |
| 110.0476072 | 1 | |
| 108.1178289 | 1 | |
| 106.184078 | 1 | |
| 105.2570137 | 1 | |
| 104.8322604 | 1 |
MACD_Signal
Real number (ℝ)
High correlation 
| Distinct | 30083 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 33 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.010210437 |
| Minimum | -142.44375 |
|---|---|
| Maximum | 104.22788 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 13180 |
| Negative (%) | 43.8% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | -142.44375 |
|---|---|
| 5-th percentile | -5.1243051 |
| Q1 | -0.57171173 |
| median | 0.12833167 |
| Q3 | 0.96890338 |
| 95-th percentile | 4.8064862 |
| Maximum | 104.22788 |
| Range | 246.67163 |
| Interquartile range (IQR) | 1.5406151 |
Descriptive statistics
| Standard deviation | 6.4126989 |
|---|---|
| Coefficient of variation (CV) | 628.05331 |
| Kurtosis | 149.75956 |
| Mean | 0.010210437 |
| Median Absolute Deviation (MAD) | 0.77553053 |
| Skewness | -3.5460614 |
| Sum | 307.16058 |
| Variance | 41.122707 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -3.92785674 | 1 | < 0.1% |
| 0.5223502359 | 1 | < 0.1% |
| 0.03787267871 | 1 | < 0.1% |
| -0.4854914436 | 1 | < 0.1% |
| -1.057532893 | 1 | < 0.1% |
| -1.567740433 | 1 | < 0.1% |
| -2.012759462 | 1 | < 0.1% |
| -2.351781456 | 1 | < 0.1% |
| -2.599927326 | 1 | < 0.1% |
| -2.908518825 | 1 | < 0.1% |
| Other values (30073) | 30073 | |
| (Missing) | 33 | 0.1% |
| Value | Count | Frequency (%) |
| -142.4437514 | 1 | |
| -142.3321636 | 1 | |
| -141.3253576 | 1 | |
| -140.7793972 | 1 | |
| -139.1717565 | 1 | |
| -137.5676076 | 1 | |
| -136.1650022 | 1 | |
| -132.4922697 | 1 | |
| -132.4773208 | 1 | |
| -128.2523047 | 1 |
| Value | Count | Frequency (%) |
| 104.2278762 | 1 | |
| 104.0288255 | 1 | |
| 103.7388258 | 1 | |
| 103.1766042 | 1 | |
| 101.9151271 | 1 | |
| 101.4692322 | 1 | |
| 99.40054348 | 1 | |
| 98.66290563 | 1 | |
| 96.73877756 | 1 | |
| 95.73616901 | 1 |
MACD_Diff
Real number (ℝ)
| Distinct | 30083 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 33 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.00031258173 |
| Minimum | -72.484431 |
|---|---|
| Maximum | 44.314238 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 14379 |
| Negative (%) | 47.7% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | -72.484431 |
|---|---|
| 5-th percentile | -1.5378705 |
| Q1 | -0.2214228 |
| median | 0.010670895 |
| Q3 | 0.26726528 |
| 95-th percentile | 1.6040314 |
| Maximum | 44.314238 |
| Range | 116.79867 |
| Interquartile range (IQR) | 0.48868808 |
Descriptive statistics
| Standard deviation | 2.1349055 |
|---|---|
| Coefficient of variation (CV) | 6829.9114 |
| Kurtosis | 266.86643 |
| Mean | 0.00031258173 |
| Median Absolute Deviation (MAD) | 0.24420515 |
| Skewness | -6.1551209 |
| Sum | 9.4033962 |
| Variance | 4.5578216 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.061128814 | 1 | < 0.1% |
| 1.937910229 | 1 | < 0.1% |
| 2.093456489 | 1 | < 0.1% |
| 2.288165798 | 1 | < 0.1% |
| 2.04083016 | 1 | < 0.1% |
| 1.780076114 | 1 | < 0.1% |
| 1.356087979 | 1 | < 0.1% |
| 0.9925834787 | 1 | < 0.1% |
| 1.234365995 | 1 | < 0.1% |
| 1.154552765 | 1 | < 0.1% |
| Other values (30073) | 30073 | |
| (Missing) | 33 | 0.1% |
| Value | Count | Frequency (%) |
| -72.48443096 | 1 | |
| -70.37571646 | 1 | |
| -69.46991609 | 1 | |
| -63.27777352 | 1 | |
| -60.55139465 | 1 | |
| -55.25455145 | 1 | |
| -46.36808768 | 1 | |
| -39.52733611 | 1 | |
| -37.30199798 | 1 | |
| -34.61529147 | 1 |
| Value | Count | Frequency (%) |
| 44.31423821 | 1 | |
| 41.90176606 | 1 | |
| 41.6872034 | 1 | |
| 40.69551284 | 1 | |
| 39.29787349 | 1 | |
| 33.87969542 | 1 | |
| 32.78462704 | 1 | |
| 31.73635176 | 1 | |
| 31.29846251 | 1 | |
| 27.81258007 | 1 |
Bollinger_Upper
Real number (ℝ)
High correlation 
| Distinct | 30055 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 19 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 109.58993 |
| Minimum | 1.0120627 |
|---|---|
| Maximum | 967.1413 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 1.0120627 |
|---|---|
| 5-th percentile | 7.2411162 |
| Q1 | 40.234435 |
| median | 73.464848 |
| Q3 | 140.36309 |
| 95-th percentile | 342.37281 |
| Maximum | 967.1413 |
| Range | 966.12923 |
| Interquartile range (IQR) | 100.12866 |
Descriptive statistics
| Standard deviation | 112.78983 |
|---|---|
| Coefficient of variation (CV) | 1.0291988 |
| Kurtosis | 6.6383028 |
| Mean | 109.58993 |
| Median Absolute Deviation (MAD) | 46.287053 |
| Skewness | 2.2906468 |
| Sum | 3298328.3 |
| Variance | 12721.545 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.356133043 | 3 | < 0.1% |
| 2.224087497 | 3 | < 0.1% |
| 42.35735884 | 2 | < 0.1% |
| 53.30448114 | 2 | < 0.1% |
| 123.5463705 | 2 | < 0.1% |
| 2.789899116 | 2 | < 0.1% |
| 11.35971891 | 2 | < 0.1% |
| 177.6334434 | 2 | < 0.1% |
| 20.75580668 | 2 | < 0.1% |
| 22.17063186 | 2 | < 0.1% |
| Other values (30045) | 30075 | |
| (Missing) | 19 | 0.1% |
| Value | Count | Frequency (%) |
| 1.012062746 | 1 | |
| 1.018998554 | 1 | |
| 1.031165496 | 1 | |
| 1.03399711 | 1 | |
| 1.040650531 | 1 | |
| 1.042906193 | 1 | |
| 1.04441639 | 1 | |
| 1.048809025 | 1 | |
| 1.054293183 | 1 | |
| 1.058112075 | 1 |
| Value | Count | Frequency (%) |
| 967.1412963 | 1 | |
| 966.6379075 | 1 | |
| 958.2962602 | 1 | |
| 956.3579665 | 1 | |
| 937.6595471 | 1 | |
| 936.4551838 | 1 | |
| 913.5073466 | 1 | |
| 898.6090136 | 1 | |
| 888.9530494 | 1 | |
| 858.7711189 | 1 |
Bollinger_Lower
Real number (ℝ)
High correlation 
| Distinct | 30055 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 19 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 92.886492 |
| Minimum | -347.17276 |
|---|---|
| Maximum | 645.43874 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 186 |
| Negative (%) | 0.6% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | -347.17276 |
|---|---|
| 5-th percentile | 5.0724525 |
| Q1 | 33.795974 |
| median | 63.511805 |
| Q3 | 121.01471 |
| 95-th percentile | 296.05467 |
| Maximum | 645.43874 |
| Range | 992.61149 |
| Interquartile range (IQR) | 87.218736 |
Descriptive statistics
| Standard deviation | 95.70842 |
|---|---|
| Coefficient of variation (CV) | 1.0303804 |
| Kurtosis | 5.9073868 |
| Mean | 92.886492 |
| Median Absolute Deviation (MAD) | 41.453745 |
| Skewness | 2.1101662 |
| Sum | 2795604.8 |
| Variance | 9160.1016 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.235866869 | 3 | < 0.1% |
| 1.583912472 | 3 | < 0.1% |
| 41.74664125 | 2 | < 0.1% |
| 50.83251875 | 2 | < 0.1% |
| 116.5856295 | 2 | < 0.1% |
| 2.344100947 | 2 | < 0.1% |
| 11.03528107 | 2 | < 0.1% |
| 149.8665566 | 2 | < 0.1% |
| 19.01659322 | 2 | < 0.1% |
| 20.74376824 | 2 | < 0.1% |
| Other values (30045) | 30075 | |
| (Missing) | 19 | 0.1% |
| Value | Count | Frequency (%) |
| -347.1727554 | 1 | |
| -346.6162026 | 1 | |
| -339.6674225 | 1 | |
| -337.0391054 | 1 | |
| -326.1061619 | 1 | |
| -315.8375977 | 1 | |
| -305.7841135 | 1 | |
| -278.8350447 | 1 | |
| -278.5006198 | 1 | |
| -246.2353405 | 1 |
| Value | Count | Frequency (%) |
| 645.4387396 | 1 | |
| 645.3542066 | 1 | |
| 644.1652848 | 1 | |
| 643.8180315 | 1 | |
| 642.2948791 | 1 | |
| 641.7301158 | 1 | |
| 640.8582139 | 1 | |
| 637.1920891 | 1 | |
| 637.153253 | 1 | |
| 635.4628704 | 1 |
Bollinger_Middle
Real number (ℝ)
High correlation 
| Distinct | 29817 |
|---|---|
| Distinct (%) | 99.1% |
| Missing | 19 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 101.23821 |
| Minimum | 0.9065 |
|---|---|
| Maximum | 666.77749 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 0.9065 |
|---|---|
| 5-th percentile | 6.607875 |
| Q1 | 37.0775 |
| median | 68.543 |
| Q3 | 131.359 |
| 95-th percentile | 315.8714 |
| Maximum | 666.77749 |
| Range | 665.87099 |
| Interquartile range (IQR) | 94.2815 |
Descriptive statistics
| Standard deviation | 102.50105 |
|---|---|
| Coefficient of variation (CV) | 1.012474 |
| Kurtosis | 5.8244661 |
| Mean | 101.23821 |
| Median Absolute Deviation (MAD) | 43.487 |
| Skewness | 2.1828314 |
| Sum | 3046966.5 |
| Variance | 10506.466 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.30249995 | 3 | < 0.1% |
| 307.5 | 3 | < 0.1% |
| 1.903999984 | 3 | < 0.1% |
| 163.675 | 3 | < 0.1% |
| 2.295999956 | 3 | < 0.1% |
| 11.19349999 | 3 | < 0.1% |
| 11.18800001 | 3 | < 0.1% |
| 163.775 | 3 | < 0.1% |
| 1.800000006 | 3 | < 0.1% |
| 55.57999992 | 2 | < 0.1% |
| Other values (29807) | 30068 | |
| (Missing) | 19 | 0.1% |
| Value | Count | Frequency (%) |
| 0.9064999998 | 1 | |
| 0.9082499981 | 1 | |
| 0.9113750011 | 1 | |
| 0.9123750001 | 1 | |
| 0.9137500018 | 1 | |
| 0.9150000006 | 1 | |
| 0.9161249995 | 1 | |
| 0.9171250015 | 1 | |
| 0.9206250012 | 1 | |
| 0.9220000029 | 1 |
| Value | Count | Frequency (%) |
| 666.7774933 | 1 | |
| 665.9424927 | 1 | |
| 665.0919952 | 1 | |
| 663.8999939 | 1 | |
| 663.6094971 | 1 | |
| 661.8659943 | 1 | |
| 661.7529968 | 1 | |
| 661.0629944 | 1 | |
| 660.6119995 | 1 | |
| 660.321994 | 1 |
Interactions
Correlations
| Bollinger_Lower | Bollinger_Middle | Bollinger_Upper | MACD | MACD_Diff | MACD_Signal | RSI | close | |
|---|---|---|---|---|---|---|---|---|
| Bollinger_Lower | 1.000 | 0.980 | 0.960 | 0.160 | -0.045 | 0.176 | 0.075 | 0.982 |
| Bollinger_Middle | 0.980 | 1.000 | 0.995 | 0.151 | -0.045 | 0.168 | 0.061 | 0.991 |
| Bollinger_Upper | 0.960 | 0.995 | 1.000 | 0.144 | -0.042 | 0.159 | 0.050 | 0.984 |
| MACD | 0.160 | 0.151 | 0.144 | 1.000 | 0.239 | 0.926 | 0.784 | 0.201 |
| MACD_Diff | -0.045 | -0.045 | -0.042 | 0.239 | 1.000 | -0.004 | 0.481 | 0.008 |
| MACD_Signal | 0.176 | 0.168 | 0.159 | 0.926 | -0.004 | 1.000 | 0.651 | 0.203 |
| RSI | 0.075 | 0.061 | 0.050 | 0.784 | 0.481 | 0.651 | 1.000 | 0.120 |
| close | 0.982 | 0.991 | 0.984 | 0.201 | 0.008 | 0.203 | 0.120 | 1.000 |
Missing values
Sample
| close | RSI | MACD | MACD_Signal | MACD_Diff | Bollinger_Upper | Bollinger_Lower | Bollinger_Middle | ||
|---|---|---|---|---|---|---|---|---|---|
| date | Ticker | ||||||||
| 2015-01-02 | A | 40.560001 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2015-01-05 | A | 39.799999 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2015-01-06 | A | 39.180000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2015-01-07 | A | 39.700001 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2015-01-08 | A | 40.889999 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2015-01-09 | A | 40.590000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2015-01-12 | A | 40.110001 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2015-01-13 | A | 39.549999 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2015-01-14 | A | 39.060001 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2015-01-15 | A | 38.009998 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| close | RSI | MACD | MACD_Signal | MACD_Diff | Bollinger_Upper | Bollinger_Lower | Bollinger_Middle | ||
|---|---|---|---|---|---|---|---|---|---|
| date | Ticker | ||||||||
| 2023-12-15 | MMM | 89.448158 | 75.857834 | 2.622250 | 2.225844 | 0.396406 | 90.485625 | 77.332103 | 83.908864 |
| 2023-12-18 | MMM | 88.520065 | 70.248160 | 2.613732 | 2.303421 | 0.310310 | 90.922875 | 77.775288 | 84.349081 |
| 2023-12-19 | MMM | 88.837791 | 71.037774 | 2.602617 | 2.363260 | 0.239356 | 91.261271 | 78.379199 | 84.820235 |
| 2023-12-20 | MMM | 86.680603 | 59.492962 | 2.392166 | 2.369042 | 0.023124 | 91.034678 | 79.415157 | 85.224917 |
| 2023-12-21 | MMM | 88.260872 | 64.096220 | 2.326083 | 2.360450 | -0.034367 | 91.022672 | 80.279169 | 85.650920 |
| 2023-12-22 | MMM | 88.904678 | 65.801332 | 2.299158 | 2.348192 | -0.049033 | 91.017754 | 81.151979 | 86.084867 |
| 2023-12-26 | MMM | 90.392975 | 69.417173 | 2.370587 | 2.352671 | 0.017916 | 91.273640 | 81.819170 | 86.546405 |
| 2023-12-27 | MMM | 90.919731 | 70.601916 | 2.441554 | 2.370447 | 0.071107 | 91.658687 | 82.289475 | 86.974081 |
| 2023-12-28 | MMM | 91.714050 | 72.341876 | 2.532696 | 2.402897 | 0.129799 | 92.052979 | 82.833310 | 87.443144 |
| 2023-12-29 | MMM | 91.404678 | 70.589486 | 2.550562 | 2.432430 | 0.118132 | 92.276973 | 83.466338 | 87.871656 |